Statistical downscaling for climate change projections in the Mediterranean region: methods and results

Besides dynamical downscaling by regional climate models, statistical downscaling (SD) is a major tool to derive climate change projections on regional or even local scales. For the Mediterranean area, an increasing number of downscaling studies based on different statistical techniques have been published in the last two decades with a broad range of sometimes differing results relating to different variables and regional domains. This paper gives a short review of these Mediterranean downscaling studies mainly considering the following two aspects: (1) what kind of progress has been realized in this field since the early 1990s? The review addresses the inclusion of extremes in downscaling assessments, the development of probabilistic approaches, the extension of predictor sets, the use of ensembles for both dynamical model simulations and statistical model assessments, the consideration of non-stationarities in the predictor–predictand relationships, and some advances related to synoptic downscaling. (2) What are the main regional climate change signals in the Mediterranean area, considering agreed and controversial points also with respect to dynamical models? Best accordance among future projections can be found in seasonal temperatures with lower rates of warming in winter and spring, and, in most cases, higher ones in summer and autumn. Different results are obtained for the intra-annual range of extreme temperatures, but high-temperature conditions are generally expected to increase. Regarding seasonal precipitation, predominant reductions are indicated for spring, summer, and autumn. For winter, however, projections are distinctly different (GCMs: rainfall decrease; RCMs: increase only in the northernmost parts of the Mediterranean region; SD: widespread increases in the northern and western parts in several studies). Different results are obtained for rainfall extremes, but the entire precipitation distribution tends to shift towards higher and lower values. Apart from some sub-regional deviations, there is a predominant increase in future dry period durations. For near-surface winds, only a few studies are available, and they project some decline mainly for the winter season.

[1]  C. Anagnostopoulou,et al.  Performance of the general circulation HadAM3P model in simulating circulation types over the Mediterranean region , 2008 .

[2]  Jean Palutikof,et al.  Generating rainfall and temperature scenarios at multiple sites: Examples from the Mediterranean , 2002 .

[3]  Judit Bartholy,et al.  Cost733cat - A database of weather and circulation type classifications , 2010 .

[4]  C. Cacciamani,et al.  Statistical downscaling model based on canonical correlation analysis for winter extreme precipitation events in the Emilia‐Romagna region , 2008 .

[5]  Xiaolan L. Wang,et al.  Downscaling GCM information to regional scales: a non-parametric multivariate regression approach , 1995 .

[6]  Jean Palutikof,et al.  Precipitation Scenarios over Iberia: A Comparison between Direct GCM Output and Different Downscaling Techniques , 2001 .

[7]  R. Wilby Statistical downscaling of daily precipitation using daily airflow and seasonal teleconnection indices , 1998 .

[8]  H. L. Miller,et al.  Climate Change 2007: The Physical Science Basis , 2007 .

[9]  E. Hertig,et al.  Downscaling future climate change: Temperature scenarios for the Mediterranean area , 2008 .

[10]  G. Meehl,et al.  An intercomparison of model-simulated historical and future changes in extreme events , 2007 .

[11]  W. Collins,et al.  The NCEP–NCAR 50-Year Reanalysis: Monthly Means CD-ROM and Documentation , 2001 .

[12]  Helena A. Flocas,et al.  Simulation of seasonal precipitation and raindays over Greece: a statistical downscaling technique based on artificial neural networks (ANNs) , 2007 .

[13]  Christine Lac,et al.  Impact of climate change on surface winds in France using a statistical‐dynamical downscaling method with mesoscale modelling , 2011 .

[14]  H. Paeth,et al.  Statistical modelling of extreme precipitation indices for the Mediterranean area under future climate change , 2014 .

[15]  H. Storch,et al.  Estimation of Precipitation by Kriging in the EOF Space of the Sea Level Pressure Field , 1999 .

[16]  Claudia Tebaldi,et al.  Going to the extremes , 2007 .

[17]  P. Lionello,et al.  Climate change assessment for Mediterranean agricultural areas by statistical downscaling , 2010 .

[18]  F. Giorgi,et al.  Climate change hot‐spots , 2006 .

[19]  E. Xoplaki,et al.  North Atlantic atmospheric circulation and surface wind in the Northeast of the Iberian Peninsula: uncertainty and long term downscaled variability , 2011, Climate Dynamics.

[20]  James M. Murphy,et al.  Predictions of climate change over Europe using statistical and dynamical downscaling techniques , 2000 .

[21]  Elke Hertig,et al.  The climate of the Mediterranean region in future climate projections , 2012 .

[22]  Christos Giannakopoulos,et al.  Simulating maximum and minimum temperature over Greece: a comparison of three downscaling techniques , 2007 .

[23]  F. Valero,et al.  Springtime coupled modes of regional wind in the Iberian Peninsula and large‐scale variability patterns , 2011 .

[24]  Luis Kornblueh,et al.  The atmospheric general circulation model ECHAM5 Part II: Sensitivity of simulated climate to horizontal and vertical resolution , 2004 .

[25]  Andreas Philipp,et al.  Classifications of Atmospheric Circulation Patterns , 2008, Annals of the New York Academy of Sciences.

[26]  Laurent Z. X. Li,et al.  Extremes in temperature and precipitation around the Mediterranean basin in an ensemble of future climate scenario simulations , 2007 .

[27]  Manola Brunet,et al.  Indices for daily temperature and precipitation extremes in Europe analyzed for the period 1901–2000 , 2006 .

[28]  Paul-Antoine Michelangeli,et al.  Probabilistic downscaling approaches: Application to wind cumulative distribution functions , 2009 .

[29]  H. Storch,et al.  The Analog Method as a Simple Statistical Downscaling Technique: Comparison with More Complicated Methods , 1999 .

[30]  F. Giorgi,et al.  Sensitivity and Uncertainty in Flood Inundation Modelling – Concept of an Analysis Framework , 2022 .

[31]  P. Jones,et al.  Long-Term Variability of Daily North Atlantic–European Pressure Patterns since 1850 Classified by Simulated Annealing Clustering , 2007 .

[32]  Projections of twenty-first century climate over Europe , 2009 .

[33]  H. Kunstmann,et al.  Comparison and evaluation of statistical downscaling techniques for station‐based precipitation in the Middle East , 2012 .

[34]  Andreas Philipp,et al.  Evaluation and comparison of circulation type classifications for the European domain , 2010 .

[35]  H. Paeth,et al.  Statistical and dynamical downscaling assessments of precipitation extremes in the Mediterranean area , 2012 .

[36]  T. Wigley,et al.  Downscaling general circulation model output: a review of methods and limitations , 1997 .

[37]  S. Somot,et al.  Dynamical and statistical downscaling of the French Mediterranean climate: uncertainty assessment , 2012 .

[38]  Deliang L. Chen,et al.  Empirical-Statistical Downscaling , 2008 .

[39]  J. Pinto,et al.  Climate change scenarios for precipitation extremes in Portugal , 2011, Theoretical and Applied Climatology.

[40]  Mathieu Vrac,et al.  Stochastic downscaling of precipitation with neural network conditional mixture models , 2011 .

[41]  E. Zorita,et al.  Agreement between Observed Rainfall Trends and Climate Change Simulations in the Southwest of Europe , 2000 .

[42]  U. Cubasch,et al.  Downscaling of global climate change estimates to regional scales: an application to Iberian rainfal , 1993 .

[43]  F. Giorgi,et al.  Climate change projections for the Mediterranean region , 2008 .

[44]  H. Paeth,et al.  Mediterranean climate extremes in synoptic downscaling assessments , 2014, Theoretical and Applied Climatology.

[45]  H. Wanner,et al.  Interannual summer air temperature variability over Greece and its connection to the large-scale atmospheric circulation and Mediterranean SSTs 1950–1999 , 2003 .

[46]  W. Briggs Statistical Methods in the Atmospheric Sciences , 2007 .

[47]  P. Drobinski,et al.  Statistical downscaling of near-surface wind over complex terrain in southern France , 2009 .

[48]  Corinne Le Quéré,et al.  Climate Change 2013: The Physical Science Basis , 2013 .

[49]  A. Hense,et al.  Mean versus extreme climate in the mediterranean region and its sensitivity to future global warming conditions , 2005 .

[50]  Jucundus Jacobeit,et al.  Classifications in climate research , 2010 .

[51]  J. Nielsen‐Gammon,et al.  Sensitivity of monthly convective precipitation to environmental conditions. , 2010 .

[52]  P. Yiou,et al.  Weather regimes designed for local precipitation modeling: Application to the Mediterranean basin , 2010 .

[53]  P. Jones,et al.  A European daily high-resolution gridded data set of surface temperature and precipitation for 1950-2006 , 2008 .

[54]  J. Pal,et al.  Projected changes in mean and extreme precipitation over the Mediterranean region from a high resolution double nested RCM simulation , 2006 .

[55]  B. Hewitson,et al.  Climate downscaling: techniques and application , 1996 .

[56]  R. Reynolds,et al.  The NCEP/NCAR 40-Year Reanalysis Project , 1996, Renewable Energy.

[57]  E. Sánchez,et al.  Future climate extreme events in the Mediterranean simulated by a Regional Climate Model , 2004 .

[58]  A. Bardossy,et al.  Fuzzy rule-based downscaling of precipitation , 2005 .

[59]  E. Sanchez-Gomez,et al.  Extreme value modelling of daily areal rainfall over Mediterranean catchments in a changing climate , 2012 .

[60]  H. Wanner,et al.  Wet season Mediterranean precipitation variability: influence of large-scale dynamics and trends , 2004 .

[61]  C. Goodess,et al.  DEVELOPMENT OF DAILY RAINFALL SCENARIOS FOR SOUTHEAST SPAIN USING A CIRCULATION-TYPE APPROACH TO DOWNSCALING , 1998 .

[62]  Alexei G. Sankovski,et al.  Special report on emissions scenarios : a special report of Working group III of the Intergovernmental Panel on Climate Change , 2000 .

[63]  Christos Zerefos,et al.  Mid-21st century climate and weather extremes in Cyprus as projected by six regional climate models , 2011 .

[64]  E. Hertig,et al.  Temperature extremes in the Mediterranean area: trends in the past and assessments for the future , 2010 .

[65]  Elke Hertig,et al.  Assessments of Mediterranean precipitation changes for the 21st century using statistical downscaling techniques , 2008 .

[66]  P. Drobinski,et al.  Statistical downscaling of the French Mediterranean climate: assessment for present and projection in an anthropogenic scenario , 2012 .

[67]  P. Lionello,et al.  A procedure for estimating wind waves and storm-surge climate scenarios in a regional basin: the Adriatic Sea case , 2003 .

[68]  E. Xoplaki,et al.  Relationship between wind power production and North Atlantic atmospheric circulation over the northeastern Iberian Peninsula , 2013, Climate Dynamics.

[69]  Precipitation trends and suitable drought index in the arid/semi-arid southeastern Mediterranean region , 2010 .

[70]  E. Martin,et al.  Comparison of past and future Mediterranean high and low extremes of precipitation and river flow projected using different statistical downscaling methods , 2011 .

[71]  Eduardo Zorita,et al.  Testing statistical downscaling methods in simulated climates , 2006 .

[72]  V. Pavan,et al.  Climate change scenarios for surface temperature in Emilia-Romagna (Italy) obtained using statistical downscaling models , 2007 .

[73]  D. Maraun,et al.  Precipitation downscaling under climate change: Recent developments to bridge the gap between dynamical models and the end user , 2010 .

[74]  D. Jacob,et al.  Climate projections for the 21st century , 2006 .

[75]  R. Trigo,et al.  Simulation of daily temperatures for climate change scenarios over Portugal: a neural network model approach , 1999 .

[76]  E. Zorita,et al.  An estimate of the effects of climate change on the rainfall of Mediterranean Spain by the late twenty first century , 2003 .

[77]  Philippe Naveau,et al.  Stochastic downscaling of precipitation: From dry events to heavy rainfalls , 2007 .

[78]  J. Corte-Real,et al.  A weather generator for obtaining daily precipitation scenarios based on circulation patterns , 1999 .

[79]  V. Ducrocq,et al.  A statistical downscaling to identify the large‐scale circulation patterns associated with heavy precipitation events over southern France , 2011 .

[80]  D. Stanley Climatic change and the Mediterranean: L. Jeftic, J.D. Milliman and G. Sestini (Editors), 1992. Edward Arnold Publ., Sevenoaks, Kent. Hardcover xii + 673 pp. Price: £89.50 ISBN 0-340-55329-4 , 1994 .

[81]  S. Somot,et al.  Statistico‐dynamical downscaling for Mediterranean heavy precipitation , 2011 .

[82]  E. Hertig,et al.  A novel approach to statistical downscaling considering nonstationarities: application to daily precipitation in the Mediterranean area , 2013 .

[83]  Paul-Antoine Michelangeli,et al.  Nonstationary probabilistic downscaling of extreme precipitation , 2010 .

[84]  H. Paeth,et al.  Changes of total versus extreme precipitation and dry periods until the end of the twenty-first century: statistical assessments for the Mediterranean area , 2012, Theoretical and Applied Climatology.

[85]  L. Vasiliades,et al.  Evaluation of a statistical downscaling procedure for the estimation of climate change impacts on droughts , 2009 .